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Platform Overview
Data & AI Observability
Agentic Data Engineering
Data Warehousing
Agentic Runtime
Agentic Data Management
Hadoop Modernization
Platform Overview

Everything you need to build, govern, and scale data and AI workloads—one unified platform.

xLake Architecture
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CAPABILITIES
Manage your data estate under one platform
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Data & AI Observability

Monitor, detect, and resolve data and AI issues with end-to-end observability across pipelines.

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Data Observability
Data Quality Policies
Set rules once and enforce them automatically across every data asset.
Data Reconciliation
Catch and fix data mismatches across data systems upstream/ downstream.
Anomaly Detection
Surface statistical outliers in production pipelines before they become incidents.
Data Profiling
Understand data freshness, completeness, and distribution without writing queries.
Alerts & Notifications
Get instant alerts with enough context to act, not just react.
Data Lineage
Trace end to end data flow across the entire pipeline.
Use Cases
From data quality to incident response—keep every pipeline trustworthy at scale.
AI Observability
Agent & LLM Tracing
End-to-end traces across prompts, models, retrieval, and tools.
Prompt & Evaluation Management
Version, evaluate, and optimize prompts before they ship.
AI Guardrails & Governance
PII controls, RBAC, audit trails, and policy enforcement for production AI.
Prod Monitoring & Dataset Flywheel
Continuously score production AI and turn failures into stronger test coverage.
Hadoop Observability
End to End visibilty
See clusters, jobs, queues, users, and cost in one place.
Faster RCA
Find issues faster across infrastructure, services, and jobs.
AI Powered Optimization
Reduce waste and improve performance on existing infrastructure.
Yarn Optimization
Reclaim capacity, boost throughput, and reduce queue pressure.
Guided Automation
Turn repeat issues into guided, repeatable actions.
Cost Visibility
Connect LLMs to distributed enterprise data with governed, unified control.
Use Cases
From firefighting to rising cost—see how you can solve your specific challenge.
Agentic Data Engineering

Build, orchestrate, and run data pipelines with intelligent agents that automate the entire engineering workflow.

Explore ADE
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CAPABILITIES
AI Pipelines
Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.
Federated Queries
Gain insights through intuitive visualizations of data and agent activity.
Pipeline Orchestration
Connect LLMs to distributed enterprise data with governed, unified control.
Running Jobs
Enable data and AI teams to act on shared context without switching tools.
Use Cases
Automate the full data engineering lifecycle with intelligent agents that build, run, and maintain your pipelines.
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Data Warehousing

Query your lakehouse in-place with Velox-accelerated performance. 10x faster than traditional warehouses.

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CAPABILITIES
Unified Analytical Layer
One execution surface across all enterprise data.
Compute Where Data Lives
Push execution to the data, not the other way around.
Distributed Execution
Run across cloud, on-prem, and edge seamlessly.
Open Data Architecture
Iceberg, Delta, Hudi, Parquet—no lock-in.
Centralized Governance
One policy model across every format and engine.
AI-Native Applications
Power copilots and autonomous apps on governed data.
Agentic Runtime

Distributed training, high-throughput inference, and GPU notebooks—everything you need for production AI.

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CAPABILITIES
Unified Execution Runtime
One operational layer for agents in any framework.
Centralized Governance
Identity-aware policies across every agent and tool.
Sandboxed Execution
Isolated runtimes with policy-aware boundaries.
Scalable Deployment
Cloud, on-prem, and hybrid without re-platforming.
Agent Frameworks
LangGraph, CrewAI, AutoGen, OpenAI SDK, and more.
Autonomous Applications
Copilots, agents, and multi-agent systems on governed data.
Agentic Data Management

Build, deploy, and manage intelligent agents to automate and optimize data operations.

Explore ADM
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CAPABILITIES
Agentic Workflows
Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.
Visualization
Gain insights through intuitive visualizations of data and agent activity.
MCP-DC
Connect LLMs to distributed enterprise data with governed, unified control.
Team Collaboration
Enable data and AI teams to act on shared context without switching tools.
Agent Validation
Ensure agent accuracy and reliability with built-in validation.
Agents
Data Quality
Continuously monitor and improve data accuracy and reliability.
Data Pipeline
Automate pipeline creation, monitoring, and optimization workflows.
Data Catalog
Organize and discover data assets with intelligent cataloging.
Data Reconciliation
Detect and resolve data inconsistencies across systems.
Incident Management
Identify, alert, and resolve data incidents in real time.
Use Cases
From pipeline automation to incident response—deploy intelligent agents that keep data operations running themselves.
Explore Use Cases
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Open Data Platform

An open-source data platform for Hadoop modernization, flexibility and control.

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Hadoop Observability

AI-powered observability and optimization for Hadoop and big data environments.

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CAPABILITIES
Open Source Foundation
Build on open-source Hadoop with more flexibility and control.
Flexible Deployment
Run on-prem, in the cloud, in hybrid environments, or on Kubernetes.
Phased Migration
Modernize with in-place, sidecar, or forklift migration paths.
Vendor Indepedence
Reduce lock-in and take control of your platform direction.
Curated Open Stack
Run a validated, production-ready open stack from storage to data science.
Spark Acceleration
Improve Spark performance with Gluten + Velox support.
Use Cases
From modernizing legacy Hadoop to migrating off Cloudera—see how you can solve your specific challenge.
CAPABILITIES
End to End visibilty
See clusters, jobs, queues, users, and cost in one place.
Faster RCA
Find issues faster across infrastructure, services, and jobs.
AI Powered Optimization
Reduce waste and improve performance on existing infrastructure.
Yarn Optimization
Reclaim capacity, boost throughput, and reduce queue pressure.
Guided Automation
Turn repeat issues into guided, repeatable actions.
Cost Visibility
Connect LLMs to distributed enterprise data with governed, unified control.
Use Cases
From firefighting to rising cost—see how you can solve your specific challenge.
Use Cases
From modernizing legacy Hadoop to migrating off Cloudera—see how you can solve your specific challenge.
Explore Use Cases
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Products
See ADM in Action
Experience how ADM automates data workflows and improves operational efficiency.
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Industries

Browse solutions to help you solve the complex business challenges unique to your industry.

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The Acceldata Difference for Financial Services

"PhonePe’s data infrastructure reliability initiative would never have been possible without Acceldata.”

Resources

Browse materials to help you access the tools, guides, and insights essential to your workflows.

Acceldata’s ODP Spark with Gluten Velox
Experience how ADM automates data workflows and improves operational efficiency.
Download Whitepaper
New
Gartner® Report:
Market Guide for Data Observability Tools
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New
Company

Learn about our mission, leadership, and vision driving modern data operations forward.

Acceldata Named to Forbes List of America’s Best Startup Employers
Continued recognition validates commitment to inclusive culture and AI-driven innovation
Read the article
About us
Learn about our mission, vision, and company journey.
Leadership
Meet the leaders driving innovation and strategy.
Why Acceldata
Discover what sets our platform and approach apart.
Customer Stories
See how customers succeed with our data solutions.
Newsroom
Read the latest company news and announcements.
Partners
Explore our partner ecosystem and collaborations.
Events
Join events, webinars, and industry sessions.
Podcasts
Listen to expert conversations on data and AI.
Analyst Corner
Access analyst insights and industry perspectives.
Careers
Explore opportunities and grow your career with us.
Contact us
Get in touch with our team for support or inquiries.
Pricing
Explore pricing options for our products and solutions.
Gartner® Report: How to Evaluate AI Data Readiness

How to assess AI data readiness across four stages.

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Resources
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Platform Overview
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Data & AI Observability
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Agentic Data Management
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Agentic Data Engineering
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Data Warehousing
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Data Science
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Data Platform Modernization
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Industries

Browse solutions to help you solve the complex business challenges unique to your industry.

Explore Case Studies
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The Acceldata Difference for Financial Services

"PhonePe’s data infrastructure reliability initiative would never have been possible without Acceldata.”

Decorative green flash graphic
Back
Resources

Browse materials to help you access the tools, guides, and insights essential to your workflows.

Acceldata’s ODP Spark with Gluten Velox
Experience how ADM automates data workflows and improves operational efficiency.
Download Whitepaper
New
Gartner® Report:
Market Guide for Data Observability Tools
Access Report
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New
Decorative green flash graphic
Back
Company

Learn about our mission, leadership, and vision driving modern data operations forward.

Acceldata Named to Forbes List of America’s Best Startup Employers
Continued recognition validates commitment to inclusive culture and AI-driven innovation
Read the article
About us
Learn about our mission, vision, and company journey.
Leadership
Meet the leaders driving innovation and strategy.
Why Acceldata
Discover what sets our platform and approach apart.
Customer Stories
See how customers succeed with our data solutions.
Newsroom
Read the latest company news and announcements.
Partners
Explore our partner ecosystem and collaborations.
Events
Join events, webinars, and industry sessions.
Podcasts
Listen to expert conversations on data and AI.
Analyst Corner
Access analyst insights and industry perspectives.
Careers
Explore opportunities and grow your career with us.
Contact us
Get in touch with our team for support or inquiries.
Pricing
Explore pricing options for our products and solutions.
Gartner® Report: How to Evaluate AI Data Readiness

How to assess AI data readiness across four stages.

Access Report
Right arrow
New
Decorative green flash graphic
Back
Platform Overview

Everything you need to build, govern, and scale data and AI workloads—one unified platform.

xLake Architecture
Right arrow
CAPABILITIES
Manage your data estate under one platform
Explore Integrations
Decorative green flash graphic
Back
Data & AI Observability

Monitor, detect, and resolve data and AI issues with end-to-end observability across pipelines.

Explore
Right arrow
Data Observability
Data Quality Policies
Set rules once and enforce them automatically across every data asset.
Data Reconciliation
Catch and fix data mismatches across data systems upstream/ downstream.
Anomaly Detection
Surface statistical outliers in production pipelines before they become incidents.
Data Profiling
Understand data freshness, completeness, and distribution without writing queries.
Alerts & Notifications
Get instant alerts with enough context to act, not just react.
Data Lineage
Trace end to end data flow across the entire pipeline.
Use Cases
From data quality to incident response—keep every pipeline trustworthy at scale.
AI Observability
Agent & LLM Tracing
End-to-end traces across prompts, models, retrieval, and tools.
Prompt & Evaluation Management
Version, evaluate, and optimize prompts before they ship.
AI Guardrails & Governance
PII controls, RBAC, audit trails, and policy enforcement for production AI.
Prod Monitoring & Dataset Flywheel
Continuously score production AI and turn failures into stronger test coverage.
Hadoop Observability
End to End visibilty
See clusters, jobs, queues, users, and cost in one place.
Faster RCA
Find issues faster across infrastructure, services, and jobs.
AI Powered Optimization
Reduce waste and improve performance on existing infrastructure.
Yarn Optimization
Reclaim capacity, boost throughput, and reduce queue pressure.
Guided Automation
Turn repeat issues into guided, repeatable actions.
Cost Visibility
Connect LLMs to distributed enterprise data with governed, unified control.
Use Cases
From firefighting to rising cost—see how you can solve your specific challenge.
Decorative green flash graphic
Back
Agentic Data Management

Build, deploy, and manage intelligent agents to automate and optimize data operations.

Explore ADM
Right arrow
CAPABILITIES
Agentic Workflows
Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.
Visualization
Gain insights through intuitive visualizations of data and agent activity.
MCP-DC
Connect LLMs to distributed enterprise data with governed, unified control.
Team Collaboration
Enable data and AI teams to act on shared context without switching tools.
Agent Validation
Ensure agent accuracy and reliability with built-in validation.
Agents
Data Quality
Continuously monitor and improve data accuracy and reliability.
Data Pipeline
Automate pipeline creation, monitoring, and optimization workflows.
Data Catalog
Organize and discover data assets with intelligent cataloging.
Data Reconciliation
Detect and resolve data inconsistencies across systems.
Incident Management
Identify, alert, and resolve data incidents in real time.
Use Cases
From pipeline automation to incident response—deploy intelligent agents that keep data operations running themselves.
Explore Use Cases
Right arrow
Decorative green flash graphic
Back
Agentic Data Engineering

Build, orchestrate, and run data pipelines with intelligent agents that automate the entire engineering workflow.

Explore ADE
Right arrow
CAPABILITIES
AI Pipelines
Design and run autonomous HITL workflows orchestrated by multi-agent AI systems.
Federated Queries
Gain insights through intuitive visualizations of data and agent activity.
Pipeline Orchestration
Connect LLMs to distributed enterprise data with governed, unified control.
Running Jobs
Enable data and AI teams to act on shared context without switching tools.
Use Cases
Automate the full data engineering lifecycle with intelligent agents that build, run, and maintain your pipelines.
Explore Use Cases
Right arrow
Decorative green flash graphic
Back
Data Warehousing

Query your lakehouse in-place with Velox-accelerated performance. 10x faster than traditional warehouses.

Explore Data Warehousing
Right arrow
CAPABILITIES
Unified Analytical Layer
One execution surface across all enterprise data.
Compute Where Data Lives
Push execution to the data, not the other way around.
Distributed Execution
Run across cloud, on-prem, and edge seamlessly.
Open Data Architecture
Iceberg, Delta, Hudi, Parquet—no lock-in.
Centralized Governance
One policy model across every format and engine.
AI-Native Applications
Power copilots and autonomous apps on governed data.
Decorative green flash graphic
Back
Agentic Runtime

Distributed training, high-throughput inference, and GPU notebooks—everything you need for production AI.

Explore
Right arrow
CAPABILITIES
Unified Execution Runtime
One operational layer for agents in any framework.
Centralized Governance
Identity-aware policies across every agent and tool.
Sandboxed Execution
Isolated runtimes with policy-aware boundaries.
Scalable Deployment
Cloud, on-prem, and hybrid without re-platforming.
Agent Frameworks
LangGraph, CrewAI, AutoGen, OpenAI SDK, and more.
Autonomous Applications
Copilots, agents, and multi-agent systems on governed data.
Decorative green flash graphic
Back
Open Data Platform

An open-source data platform for Hadoop modernization, flexibility and control.

Explore
Right arrow
Hadoop Observability

AI-powered observability and optimization for Hadoop and big data environments.

Explore
Right arrow
CAPABILITIES
Open Source Foundation
Build on open-source Hadoop with more flexibility and control.
Flexible Deployment
Run on-prem, in the cloud, in hybrid environments, or on Kubernetes.
Phased Migration
Modernize with in-place, sidecar, or forklift migration paths.
Vendor Indepedence
Reduce lock-in and take control of your platform direction.
Curated Open Stack
Run a validated, production-ready open stack from storage to data science.
Spark Acceleration
Improve Spark performance with Gluten + Velox support.
Use Cases
From modernizing legacy Hadoop to migrating off Cloudera—see how you can solve your specific challenge.
CAPABILITIES
End to End visibilty
See clusters, jobs, queues, users, and cost in one place.
Faster RCA
Find issues faster across infrastructure, services, and jobs.
AI Powered Optimization
Reduce waste and improve performance on existing infrastructure.
Yarn Optimization
Reclaim capacity, boost throughput, and reduce queue pressure.
Guided Automation
Turn repeat issues into guided, repeatable actions.
Cost Visibility
Connect LLMs to distributed enterprise data with governed, unified control.
Use Cases
From firefighting to rising cost—see how you can solve your specific challenge.
Use Cases
From modernizing legacy Hadoop to migrating off Cloudera—see how you can solve your specific challenge.
Explore Use Cases
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Data Observability for Life Sciences

Unleash Reliable Data for Life Sciences

Poor data quality risks lives, delays trials, inflates costs, and undermines compliance. Fix it fast with AI-powered observability.

Get the Gartner Market Guide
Get the Gartner Market Guide
Explore Use Cases
TRUSTED BY ENTERPRISE DATA TEAMS WORLDWIDE
WHITEPAPER
Innovate, Produce, and Market Faster with Trusted Data
Download Whitepaper
GUIDE
Enhance Clinical Trials, Drug Discovery, and Compliance
Download Guide
WHITEPAPER
Ensure ESG Data Accuracy & Compliance
Download Whitepaper

Unify Data. Restore Trust. Drive Innovation.

Siloed trial, genomic, and commercial data erode confidence and delay breakthroughs. Acceldata unifies pipelines to boost data quality, power confident decisions, and support compliance-readiness across life sciences.

Start Now
Data you can’t trust is data you can’t act on.
— Chief Data Officer, Global Life Sciences Leader

Conquer Data Barriers to Lead Life Sciences

Fix what’s broken–Fast.

Data Fragmentation

Disconnected systems fragment research data, hindering insights and collaboration.

Impact

Slower drug discovery and delayed regulatory submissions.

Compliance Gaps

Meeting FDA, EMA, and GxP standards demands robust audit trails and data integrity.

Impact

Risk of non-compliance and submission setbacks.

Market Delays

Competitive markets require accurate, actionable data without sacrificing quality.

Impact

Lost revenue and market share.

Data Errors

Inconsistent or incomplete data undermines decisions, trials, and scientific rigor.

Impact

Failed trials and wasted R&D investment.

Cost of Poor Data Management

$2.5B
Average Cost of a Failed Drug
15 Years
Clinical Trial Failure Rate
90%
Time from Discovery to Market
Unlock Data-Driven Success

Purpose-Built for Every Sector

Build confidence in every pipeline—from discovery to delivery.

Pharmaceuticals
Biotechnology
Medical Devices
Diagnostics
Data inconsistencies delay trials and increase regulatory risk. Acceldata observes pipeline quality across R&D, trials, and manufacturing to support compliance-readiness and speed time to market.
Detect pipeline anomalies before they disrupt operations
Gain quality insights across preclinical and commercial pipelines
Support GxP, FDA, and EMA data compliance-readiness
Improve Trial DQ
AI-driven discovery requires reproducible, high-quality data. Acceldata validates genomic and molecular pipelines to ensure clean, lineage-traceable data for next-gen therapies.
Validate and reconcile genomic data for AI/ML model inputs
Maintain traceability from lab systems to production analytics
Reduce rework and improve research efficiency
Power Discovery
Siloed telemetry and manufacturing systems create blind spots in product quality. Acceldata tracks data pipeline health to help improve device reliability and regulatory audit-readiness.
Observe data flows from MES and ERP for quality assurance
Surface anomalies and drift in post-market datasets
Help enable audit trails to support FDA safety reporting
Monitor Devices
Drift and data quality issues compromise diagnostic accuracy. Acceldata ensures stable, validated pipelines to improve consistency in diagnostic test data and AI model performance.
Maintain pipeline stability for lab data and test results
Validate data powering AI/ML-driven diagnostics
Improve model reliability and reduce misdiagnosis risk
Boost Precision

Power the Life Sciences Value Chain

Drive trusted data at every stage—from lab to launch.

Precision Research & Discovery

Isolated datasets slow breakthroughs and stall AI models.

Acceldata unifies and validates research data flows, enabling reproducible, AI-driven discovery with high anomaly detection accuracy.
Learn More

Streamlined Clinical Trials

Inconsistent trial data risks audits and submission delays. 

Acceldata tracks clinical pipelines across environments, ensuring data quality to support HIPAA, GxP, and FDA/EMA compliance-readiness and speed regulatory filings.
Learn More

Resilient Manufacturing & Supply Chain

Disconnected MES and ERP systems hinder traceability and QA.

Acceldata ensures consistent, high-quality data across manufacturing and logistics, supporting GMP compliance-readiness and faster issue resolution.
Learn More

Effective Commercialization

Fragmented claims and HCP data reduce pricing and forecasting accuracy.

Acceldata ensures high-quality commercial data for sharper analytics and confident real-world evidence reporting.
Learn More

Strengthened Regulatory Readiness

Data gaps increase audit risks.

Acceldata builds audit-ready pipelines with flexible quality rules, supporting HIPAA, GxP, FDA, and ESG compliance-readiness without slowing operations.
Learn More

Empower Every Role with Precision

Drive smarter outcomes—from architecture to analytics.

Challenge
Chief Data Officer
Data Architect
Data Engineer
Data Scientist
Data Product Manager
Data Analyst
Data Governance Head
Data Steward
Challenge
Trial silos undermine R&D strategy
Fragmented clinical/genomic systems
Clinical pipeline failures disrupt trial timelines
Inconsistent genomic inputs skew AI/ML models
Inaccurate data weakens trial analytics
Reporting lags slow clinical and operational insight
Compliance gaps increase FDA and ESG audit risk
Manual checks and siloed tools slow data validation
Impact
Cross-domain visibility supports data-driven decisions and compliance
Unified clinical pipelines ensure trial/genomic interoperability
AI anomaly detection with >99% accuracy prevents trial delays
Validated data accelerates discovery and reduces model rework
Trusted inputs fuel product insights and stakeholder confidence
Automated workflows speed submission-ready metrics
Audit-ready pipelines support HIPAA, GxP, and 21 CFR Part 11
Continuous quality monitoring and lineage deliver trusted, submission-ready data faster
See Use Case Ebook

Proven by Life Sciences Leaders Worldwide

See how data teams deliver results with Acceldata.

View Case Study Ebook
View Case Study Ebook
Global Top 10 Pharma Enterprise
Streamlined trial reconciliation with real-time dataset validation, enhancing clinical operations and data trust.
Global Pharmaceutical Leader
Unified 8 supply chain domains, replaced 80+ SQL rules, enabled daily Snowflake monitoring, cutting issue detection to under 24 hours.
Global Life Sciences Innovator
Launched clinical data products faster, optimized cloud costs, and built trust in hybrid environments.
Leading Pharma Enterprise
Minimized reporting anomalies with full Snowflake/Databricks visibility, ensuring reliable trial analytics during migration.
Global Top 10 Pharma Enterprise
Market-Leading Life Sciences Trailblazer
Premier Life Sciences Innovator
Multinational Pharmaceutical Powerhouse

Why Life Sciences Teams Choose Acceldata

Built for scale, compliance, and AI-ready pipelines.

Observability & Scale
Unifies data quality, pipeline, and cost at petabyte scale.
AI Innovation
Shift-left anomaly detection delivers >99% validation accuracy.
Compliance Enablement
Supports adaptable rules for FDA, EMA, GxP, ESRS, and IVDR.
Flexible Integration
Connects with Snowflake, Databricks, SAP HANA, and key life sciences platforms.
See Our Advantage

From Signal to Strategy: The 3-Step Approach

Unify pipelines, validate data, and deliver insights—at scale.

Connect & Observe
Integrate seamlessly with trial, genomic, and supply chain data across systems.
Detect & Validate
Identify and resolve drift, anomalies, and lineage issues with AI precision.
Scale & Report
Deliver audit-ready insights for clinical, compliance, and commercial use.
Start Your Journey

Lead the Next Era of Life Sciences

Turn trust Into your competitive edge.

Accelerate Therapies
Speed drug development with reliable data.
Strengthen Compliance
Align with FDA, EMA, ESRS, and CSRD standards.
Ignite AI
Fuel precision medicine with validated insights.
Maximize Efficiency
Slash trial, cloud, and operational costs at scale
Lead with Acceldata
Lead with Acceldata

Got Questions? Get Clarity

How does Acceldata support life sciences regulatory compliance?

Build audit-ready pipelines for HIPAA, GxP, 21 CFR Part 11, ESRS compliance.

Can Acceldata integrate with clinical or commercial systems?

Connect Snowflake, Databricks, Veeva Vault, Medidata, and more for unified data flows.

Does Acceldata access sensitive patient data?

Operates at the metadata level to ensure privacy without touching raw patient data.

How does Acceldata differ from legacy tools?

AI-powered observability across data, pipeline, cost, infra and user at petabyte scale.

Can Acceldata enable ESG reporting?

Unify and validate ESG data for ESRS and CSRD sustainability disclosures.

What data domains does Acceldata support in life sciences?

Support spans clinical trials, genomics, supply chain, commercial operations, compliance, and more—across cloud, on-premise, and hybrid environments.

Resources & News

The Latest at Acceldata

BLOG

3 MDM Pitfalls Life Sciences Can’t Ignore

BLOG

The ESG Data Accuracy Crisis in Life Sciences – And How to Fix It

CASE STUDY

Strengthening ESG Data Integrity for a Global Life Sciences Leader

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